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<p>Trust management in financial governance using blockchain technology depends on key generation to ensure secure transactions and data integrity. Effective key generation involves generating effective keys to prevent brute-force attacks and ensuring the timely rotation of cryptographic keys to mitigate the privacy risk over time. However, challenges in this area include preserving robust encryption standards, addressing threats from quantum computing, and securely managing key distribution across decentralized networks. To overcome these challenges, a secure ResNeXt-Fuzzy-PyramidNet (ResNeXt-F-PNet) is proposed to enhance security in trust management. The devised ResNeXt-Fuzzy-PyramidNet combines fuzzy logic, ResNeXt and PyramidNet. The Digital Rights Management (DRM) system contains an authentication block and a payment block. In the authentication block, tasks such as registration, initialization, and key generation are performed to authenticate the user. The secure secret key is generated using the proposed ResNeXt-F-PNet. The payment block performs data protection to enhance the ease of payment for users. Data protection is implemented through various methods and security operations, including hashing, One Time Password (OTP) and password protection. The proposed ResNeXt-F-PNet model attained 95.332&#xa0;MB of memory, 1.870&#xa0;s of computation time and 89.081% of encryption quality, indicating its effectiveness in secure financial transaction management.</p>

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ResNeXt-Fuzzy-PyramidNet Based Key Generation for Efficient Blockchain-Based Trust Management in Financial Governance

  • 期刊论文

  • 发表日期：

    2026年3月2日

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  • B. Ambika,
  • S. Muthu Vijaya Pandian,
  • A. Senthilnathan

摘要

Trust management in financial governance using blockchain technology depends on key generation to ensure secure transactions and data integrity. Effective key generation involves generating effective keys to prevent brute-force attacks and ensuring the timely rotation of cryptographic keys to mitigate the privacy risk over time. However, challenges in this area include preserving robust encryption standards, addressing threats from quantum computing, and securely managing key distribution across decentralized networks. To overcome these challenges, a secure ResNeXt-Fuzzy-PyramidNet (ResNeXt-F-PNet) is proposed to enhance security in trust management. The devised ResNeXt-Fuzzy-PyramidNet combines fuzzy logic, ResNeXt and PyramidNet. The Digital Rights Management (DRM) system contains an authentication block and a payment block. In the authentication block, tasks such as registration, initialization, and key generation are performed to authenticate the user. The secure secret key is generated using the proposed ResNeXt-F-PNet. The payment block performs data protection to enhance the ease of payment for users. Data protection is implemented through various methods and security operations, including hashing, One Time Password (OTP) and password protection. The proposed ResNeXt-F-PNet model attained 95.332 MB of memory, 1.870 s of computation time and 89.081% of encryption quality, indicating its effectiveness in secure financial transaction management.